The scent of freshly cut lumber filled the air. She’d chosen the perfect design: a sleek, modern horizontal slat fence. It would be a statement, a testament to her good taste. Her neighbor, old Mr. Abernathy, had peered at her through his window all morning, looking grumpy. She wasn't worried.

"Morning, Mr. Abernathy!" she called brightly, approaching his property line. The contractor was already setting up his equipment. "Isn’t this exciting? The fence is finally going up!" She beamed at him, enjoying the way the sunlight hit the polished metal of her watch.

He grumbled something inaudible.

“Oh, it’ll look fantastic,” she continued, her voice brimming with enthusiasm. “I’ve gone with a very contemporary style. Clean lines, you know? It’ll add so much value to both our properties, actually. Plus, it’ll be great for keeping the dogs in. Everything is squared away, and the project has already started. Isn't that fantastic?"

Emotion: self-confident

Cluster: Positive / Joy
PC1 (Valence): 3.45 Positive
PC2 (Disposition): 0.56

Role in Research

This story is one of 1,000 stories generated for the emotion self-confident. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 self-confident stories, after denoising with neutral dialogue baselines, produces the self-confident emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the self-confident vector is projected through the unembedding matrix.

Promoted:
de0.778
la0.550
l0.467
😎0.458
😉0.411
Suppressed:
S-0.961
L-0.538
😞-0.464
마다-0.459
😣-0.458